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EthicalML / awesome-production-machine-learning

Star 13.6k

A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

machine-learning data-mining awesome deep-learning awesome-list interpretability privacy-preserving production-machine-learning mlops privacy-preserving-machine-learning explainability responsible-ai machine-learning-operations ml-ops ml-operations privacy-preserving-ml large-scale-ml production-ml large-scale-machine-learning
  • Updated Apr 26, 2023
nni

microsoft / nni

Star 12.8k

An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

python data-science machine-learning deep-learning neural-network tensorflow machine-learning-algorithms pytorch distributed hyperparameter-optimization feature-engineering nas bayesian-optimization hyperparameter-tuning automl automated-machine-learning model-compression neural-architecture-search deep-neural-network mlops
  • Updated Apr 28, 2023
  • Python
qdrant

qdrant / qdrant

Sponsor
Star 6.5k

Qdrant - Vector Database for the next generation of AI applications. Also available in the cloud https://cloud.qdrant.io/

search search-engine machine-learning neural-network matching nearest-neighbor-search image-search recommender-system approximate-nearest-neighbor-search search-engines similarity-search knn-algorithm mlops hnsw vector-search vector-database neural-search vector-search-engine embeddings-similarity
  • Updated Apr 28, 2023
  • Rust

activeloopai / deeplake

Star 5.7k

Data Lake for Deep Learning. Multi-modal Vector Database for LLMs/LangChain. Store, query, version, & visualize datasets. Stream data in real-time to PyTorch/TensorFlow. https://activeloop.ai

python data-science machine-learning ai computer-vision deep-learning tensorflow cv image-processing ml pytorch datasets data-version-control datalake data-centric mlops lakehouse large-language-models llm langchain
  • Updated Apr 28, 2023
  • Python
weaviate

weaviate / weaviate

Star 5.4k

Weaviate is an open source vector database that stores both objects and vectors, allowing for combining vector search with structured filtering with the fault-tolerance and scalability of a cloud-native database, all accessible through GraphQL, REST, and various language clients.

graphql search-engine information-retrieval nearest-neighbor-search semantic-search-engine image-search recommender-system vectors ann approximate-nearest-neighbor-search semantic-search similarity-search mlops hnsw vector-search vector-database neural-search vector-search-engine hybrid-search generative-search
  • Updated Apr 28, 2023
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